{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import csv,os\n",
    "from pyecharts.charts import Bar,Tab,Line,Map,Timeline,Grid,Scatter\n",
    "from pyecharts import options as opts\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 世界各国人均抑郁症患病率地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dps_p = pd.read_csv('share-with-depression.csv',encoding = 'utf8')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "dps=dps_p.drop(columns=[\"Code\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "dps1=dps.drop(columns=[\"Year\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpc=dps1.rename(columns={'Prevalence - Depressive disorders - Sex: Both - Age: Age-standardized (Percent) (%)':'precent'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Entity</th>\n",
       "      <th>precent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>4.071831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>4.079531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>4.088358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>4.096190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>4.099582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6463</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>3.128192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6464</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>3.140290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6465</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>3.155710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6466</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>3.174134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6467</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>3.192789</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6468 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Entity   precent\n",
       "0     Afghanistan  4.071831\n",
       "1     Afghanistan  4.079531\n",
       "2     Afghanistan  4.088358\n",
       "3     Afghanistan  4.096190\n",
       "4     Afghanistan  4.099582\n",
       "...           ...       ...\n",
       "6463     Zimbabwe  3.128192\n",
       "6464     Zimbabwe  3.140290\n",
       "6465     Zimbabwe  3.155710\n",
       "6466     Zimbabwe  3.174134\n",
       "6467     Zimbabwe  3.192789\n",
       "\n",
       "[6468 rows x 2 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Afghanistan', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Albania', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'Algeria', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'American Samoa', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andean Latin America', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Andorra', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Angola', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Antigua and Barbuda', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Argentina', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Armenia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australasia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Australia', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Austria', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Azerbaijan', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahamas', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bahrain', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Bangladesh', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Barbados', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belarus', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belgium', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Belize', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Benin', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bermuda', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bhutan', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bolivia', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Bosnia and Herzegovina', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Botswana', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brazil', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Brunei', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Bulgaria', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burkina Faso', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Burundi', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cambodia', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Cameroon', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Canada', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Cape Verde', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Caribbean', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central African Republic', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Asia', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 'Central Europe', 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'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Swaziland', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Sweden', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Switzerland', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Syria', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Taiwan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tajikistan', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Tanzania', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Thailand', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Timor', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Togo', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Tonga', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Trinidad and Tobago', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tropical Latin America', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Tunisia', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkey', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Turkmenistan', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Uganda', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'Ukraine', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Arab Emirates', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United Kingdom', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'United States Virgin Islands', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uruguay', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Uzbekistan', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Vanuatu', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Venezuela', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Vietnam', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Wales', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Europe', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'Western Sub-Saharan Africa', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'World', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Yemen', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zambia', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe', 'Zimbabwe']\n"
     ]
    }
   ],
   "source": [
    "countrydata=dpc['Entity'].to_list()\n",
    "print(countrydata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>precent</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Entity</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>4.118622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>2.190442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>3.657743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Samoa</th>\n",
       "      <td>2.940850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andean Latin America</th>\n",
       "      <td>2.626773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Western Sub-Saharan Africa</th>\n",
       "      <td>3.745352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World</th>\n",
       "      <td>3.504355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>4.004947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>3.553940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>3.103040</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>231 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             precent\n",
       "Entity                              \n",
       "Afghanistan                 4.118622\n",
       "Albania                     2.190442\n",
       "Algeria                     3.657743\n",
       "American Samoa              2.940850\n",
       "Andean Latin America        2.626773\n",
       "...                              ...\n",
       "Western Sub-Saharan Africa  3.745352\n",
       "World                       3.504355\n",
       "Yemen                       4.004947\n",
       "Zambia                      3.553940\n",
       "Zimbabwe                    3.103040\n",
       "\n",
       "[231 rows x 1 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpc =  dpc.groupby(\"Entity\").mean()\n",
    "dpc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'precent': {'Afghanistan': 4.118621707411429,\n",
       "  'Albania': 2.1904422523696434,\n",
       "  'Algeria': 3.657742504147143,\n",
       "  'American Samoa': 2.9408500826910715,\n",
       "  'Andean Latin America': 2.6267730087235712,\n",
       "  'Andorra': 3.739450459474285,\n",
       "  'Angola': 4.183141154887143,\n",
       "  'Antigua and Barbuda': 2.5579151358317858,\n",
       "  'Argentina': 3.639181259856429,\n",
       "  'Armenia': 2.6770664284732146,\n",
       "  'Australasia': 4.679497340915715,\n",
       "  'Australia': 4.795486530958215,\n",
       "  'Austria': 3.425945658864643,\n",
       "  'Azerbaijan': 2.5554006524310724,\n",
       "  'Bahamas': 2.6311664568257145,\n",
       "  'Bahrain': 4.146957151344643,\n",
       "  'Bangladesh': 4.187622125011428,\n",
       "  'Barbados': 2.7294921233600005,\n",
       "  'Belarus': 4.106998954844286,\n",
       "  'Belgium': 3.8896867460507147,\n",
       "  'Belize': 2.8133475130560717,\n",
       "  'Benin': 3.5966022519775005,\n",
       "  'Bermuda': 2.955701035081072,\n",
       "  'Bhutan': 3.469027774717143,\n",
       "  'Bolivia': 3.170830012479644,\n",
       "  'Bosnia and Herzegovina': 2.500036356500357,\n",
       "  'Botswana': 3.9888502893328583,\n",
       "  'Brazil': 3.692279555772143,\n",
       "  'Brunei': 2.5467134069242854,\n",
       "  'Bulgaria': 2.6608643386103568,\n",
       "  'Burkina Faso': 3.6097721727635723,\n",
       "  'Burundi': 3.970703203544285,\n",
       "  'Cambodia': 3.1593274376889293,\n",
       "  'Cameroon': 3.709406607334643,\n",
       "  'Canada': 4.029442655857857,\n",
       "  'Cape Verde': 4.031270365000357,\n",
       "  'Caribbean': 3.1956183231596436,\n",
       "  'Central African Republic': 4.233829629066071,\n",
       "  'Central Asia': 2.995998576101428,\n",
       "  'Central Europe': 2.514894643315,\n",
       "  'Central Europe, Eastern Europe, and Central Asia': 3.3586706010792855,\n",
       "  'Central Latin America': 2.700148093915,\n",
       "  'Central Sub-Saharan Africa': 4.038512680162857,\n",
       "  'Chad': 3.9296742695721423,\n",
       "  'Chile': 4.208619930373571,\n",
       "  'China': 3.4375192735,\n",
       "  'Colombia': 2.311194037402857,\n",
       "  'Comoros': 3.3302286038757143,\n",
       "  'Congo': 4.168569085751071,\n",
       "  'Costa Rica': 2.837705181149285,\n",
       "  \"Cote d'Ivoire\": 3.2825215827810723,\n",
       "  'Croatia': 2.936773848916429,\n",
       "  'Cuba': 3.664426230595357,\n",
       "  'Cyprus': 3.3154257800767857,\n",
       "  'Czech Republic': 2.8000962838271426,\n",
       "  'Democratic Republic of Congo': 3.9683976615982135,\n",
       "  'Denmark': 3.499774065603213,\n",
       "  'Djibouti': 3.577672029931072,\n",
       "  'Dominica': 2.5998189678707146,\n",
       "  'Dominican Republic': 3.0155583469378575,\n",
       "  'East Asia': 3.424452685636429,\n",
       "  'Eastern Europe': 3.935313363843931,\n",
       "  'Eastern Sub-Saharan Africa': 3.9055431524307136,\n",
       "  'Ecuador': 2.9302966554839287,\n",
       "  'Egypt': 3.177725208522857,\n",
       "  'El Salvador': 3.084600908450714,\n",
       "  'England': 4.169407301861429,\n",
       "  'Equatorial Guinea': 4.193281131509287,\n",
       "  'Eritrea': 3.8981838449710713,\n",
       "  'Estonia': 4.264454771378215,\n",
       "  'Ethiopia': 3.937355805732501,\n",
       "  'Fiji': 3.158189522971785,\n",
       "  'Finland': 5.183080118798215,\n",
       "  'France': 4.3773285891975,\n",
       "  'Gabon': 4.115219673727501,\n",
       "  'Gambia': 4.1800877156750005,\n",
       "  'Georgia': 2.7772175916610715,\n",
       "  'Germany': 3.904906155939643,\n",
       "  'Ghana': 3.372093336832143,\n",
       "  'Greece': 4.207495473004642,\n",
       "  'Greenland': 6.459108779363214,\n",
       "  'Grenada': 2.7799782441310716,\n",
       "  'Guam': 3.4622294812214283,\n",
       "  'Guatemala': 3.360103121129286,\n",
       "  'Guinea': 3.518675453006786,\n",
       "  'Guinea-Bissau': 3.6119941659957138,\n",
       "  'Guyana': 4.059060552981785,\n",
       "  'Haiti': 2.9618903265235716,\n",
       "  'High SDI': 3.8747890089660717,\n",
       "  'High-income': 4.048117887518215,\n",
       "  'High-income Asia Pacific': 3.0454255043960714,\n",
       "  'High-middle SDI': 3.6270108968335713,\n",
       "  'Honduras': 2.686380218831072,\n",
       "  'Hungary': 2.946017695389286,\n",
       "  'Iceland': 3.4622159655671427,\n",
       "  'India': 3.7762856335274995,\n",
       "  'Indonesia': 2.623058187867143,\n",
       "  'Iran': 4.874332581865715,\n",
       "  'Iraq': 3.7535631989035716,\n",
       "  'Ireland': 4.2955890419925,\n",
       "  'Israel': 4.1035960768282145,\n",
       "  'Italy': 3.4890298273375002,\n",
       "  'Jamaica': 2.5600966188882137,\n",
       "  'Japan': 3.1004090313628576,\n",
       "  'Jordan': 3.7007306943732146,\n",
       "  'Kazakhstan': 3.5197924238742857,\n",
       "  'Kenya': 3.6224875691271423,\n",
       "  'Kiribati': 3.2177893083275007,\n",
       "  'Kuwait': 3.556787304110358,\n",
       "  'Kyrgyzstan': 3.1357615445653564,\n",
       "  'Laos': 2.9031244611296434,\n",
       "  'Latin America and Caribbean': 3.126872259495,\n",
       "  'Latvia': 3.7166449912503574,\n",
       "  'Lebanon': 3.677471588261785,\n",
       "  'Lesotho': 5.42381080989857,\n",
       "  'Liberia': 3.652035378127857,\n",
       "  'Libya': 3.763219191094286,\n",
       "  'Lithuania': 4.281545679077857,\n",
       "  'Low SDI': 3.7248733269446435,\n",
       "  'Low-middle SDI': 3.782487039915715,\n",
       "  'Luxembourg': 3.8013412948782133,\n",
       "  'Macedonia': 2.377594811727143,\n",
       "  'Madagascar': 3.7249445128110708,\n",
       "  'Malawi': 3.4291790763575,\n",
       "  'Malaysia': 3.328805346685715,\n",
       "  'Maldives': 3.320688280245,\n",
       "  'Mali': 2.979703177895715,\n",
       "  'Malta': 3.3859701673085714,\n",
       "  'Marshall Islands': 3.1203282267192862,\n",
       "  'Mauritania': 3.071506556331786,\n",
       "  'Mauritius': 3.607825434738214,\n",
       "  'Mexico': 2.747504462198929,\n",
       "  'Micronesia (country)': 3.1553979336307143,\n",
       "  'Middle SDI': 3.2525237757332137,\n",
       "  'Moldova': 3.5464183269389293,\n",
       "  'Mongolia': 3.5103034380785716,\n",
       "  'Montenegro': 2.5766037145385705,\n",
       "  'Morocco': 5.610297671614285,\n",
       "  'Mozambique': 3.8394109971539288,\n",
       "  'Myanmar': 2.252113093181429,\n",
       "  'Namibia': 3.4519690434899997,\n",
       "  'Nepal': 3.641111177764285,\n",
       "  'Netherlands': 4.086445517137142,\n",
       "  'New Zealand': 4.086396943933572,\n",
       "  'Nicaragua': 2.8530964684475006,\n",
       "  'Niger': 3.4325567196182143,\n",
       "  'Nigeria': 4.047074461932143,\n",
       "  'North Africa and Middle East': 3.9633519394257144,\n",
       "  'North America': 4.674824541470714,\n",
       "  'North Korea': 3.170828584784643,\n",
       "  'Northern Ireland': 4.287124094949286,\n",
       "  'Northern Mariana Islands': 3.044708051834643,\n",
       "  'Norway': 3.748898385164643,\n",
       "  'Oceania': 3.1735775929839285,\n",
       "  'Oman': 3.4409142866596434,\n",
       "  'Pakistan': 3.4279229500503563,\n",
       "  'Palestine': 4.818329691336072,\n",
       "  'Panama': 2.66432947773,\n",
       "  'Papua New Guinea': 3.1828362055685715,\n",
       "  'Paraguay': 2.8731045218117863,\n",
       "  'Peru': 2.3175002298064284,\n",
       "  'Philippines': 2.782970210614643,\n",
       "  'Poland': 2.28437501852,\n",
       "  'Portugal': 4.699081419627143,\n",
       "  'Puerto Rico': 2.7702620864875,\n",
       "  'Qatar': 3.6177870090907143,\n",
       "  'Romania': 2.3516792586532147,\n",
       "  'Russia': 3.791145334255358,\n",
       "  'Rwanda': 4.069197928414285,\n",
       "  'Saint Lucia': 2.814604261228214,\n",
       "  'Saint Vincent and the Grenadines': 2.8019698478417863,\n",
       "  'Samoa': 3.101897255374286,\n",
       "  'Sao Tome and Principe': 3.1166737517364287,\n",
       "  'Saudi Arabia': 3.467797159268214,\n",
       "  'Scotland': 4.1809579115535715,\n",
       "  'Senegal': 3.3072046778210717,\n",
       "  'Serbia': 2.6766679461110714,\n",
       "  'Seychelles': 2.9358759724699994,\n",
       "  'Sierra Leone': 3.5348104807446434,\n",
       "  'Singapore': 3.678884211328571,\n",
       "  'Slovakia': 2.480926396174286,\n",
       "  'Slovenia': 3.1760164578235717,\n",
       "  'Solomon Islands': 3.170130724694999,\n",
       "  'Somalia': 3.772928797852501,\n",
       "  'South Africa': 3.7229541606107133,\n",
       "  'South Asia': 3.7816587786442852,\n",
       "  'South Korea': 2.9174535913132145,\n",
       "  'South Sudan': 3.6480725297789283,\n",
       "  'Southeast Asia': 2.796893421841072,\n",
       "  'Southeast Asia, East Asia, and Oceania': 3.266810368384285,\n",
       "  'Southern Latin America': 3.7878360361785712,\n",
       "  'Southern Sub-Saharan Africa': 3.6677214806360716,\n",
       "  'Spain': 3.5165007217167847,\n",
       "  'Sri Lanka': 3.609633908995714,\n",
       "  'Sub-Saharan Africa': 3.8256232138649993,\n",
       "  'Sudan': 3.783116017542857,\n",
       "  'Suriname': 3.8962791208328578,\n",
       "  'Swaziland': 3.924040203056072,\n",
       "  'Sweden': 4.578980033394643,\n",
       "  'Switzerland': 3.9554245427853565,\n",
       "  'Syria': 3.5686295560217864,\n",
       "  'Taiwan': 2.967115673775715,\n",
       "  'Tajikistan': 2.592138096268571,\n",
       "  'Tanzania': 3.7100646693571435,\n",
       "  'Thailand': 3.079806223202857,\n",
       "  'Timor': 3.2284843824153566,\n",
       "  'Togo': 3.6271456198053564,\n",
       "  'Tonga': 2.91761384202,\n",
       "  'Trinidad and Tobago': 3.3785591552907155,\n",
       "  'Tropical Latin America': 3.6713588640299997,\n",
       "  'Tunisia': 3.908149320993214,\n",
       "  'Turkey': 3.8062774049517856,\n",
       "  'Turkmenistan': 2.8725137339646425,\n",
       "  'Uganda': 5.227816602614642,\n",
       "  'Ukraine': 4.325317932572857,\n",
       "  'United Arab Emirates': 2.9660013667346434,\n",
       "  'United Kingdom': 4.172531377907143,\n",
       "  'United States': 4.744654912483214,\n",
       "  'United States Virgin Islands': 2.8792782412207143,\n",
       "  'Uruguay': 3.442514360361429,\n",
       "  'Uzbekistan': 2.9224813795624995,\n",
       "  'Vanuatu': 3.1459035295125006,\n",
       "  'Venezuela': 2.8022170450078576,\n",
       "  'Vietnam': 2.910582110596429,\n",
       "  'Wales': 4.140226844856072,\n",
       "  'Western Europe': 3.9648730720546426,\n",
       "  'Western Sub-Saharan Africa': 3.7453523306474996,\n",
       "  'World': 3.504354990345714,\n",
       "  'Yemen': 4.004946803603929,\n",
       "  'Zambia': 3.5539404841399995,\n",
       "  'Zimbabwe': 3.103040412327857}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpc.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'data_world' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-11-36de0b0623b8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdata_world\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'data_world' is not defined"
     ]
    }
   ],
   "source": [
    "data_world"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Afghanistan', 'Albania', 'Algeria', 'American Samoa',\n",
       "       'Andean Latin America', 'Andorra', 'Angola', 'Antigua and Barbuda',\n",
       "       'Argentina', 'Armenia',\n",
       "       ...\n",
       "       'Vanuatu', 'Venezuela', 'Vietnam', 'Wales', 'Western Europe',\n",
       "       'Western Sub-Saharan Africa', 'World', 'Yemen', 'Zambia', 'Zimbabwe'],\n",
       "      dtype='object', name='Entity', length=231)"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpc.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [],
   "source": [
    "_max_=dpc.precent.max()\n",
    "_min_=dpc.precent.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'precent': {'Afghanistan': 4.118621707411429,\n",
       "  'Albania': 2.1904422523696434,\n",
       "  'Algeria': 3.657742504147143,\n",
       "  'American Samoa': 2.9408500826910715,\n",
       "  'Andean Latin America': 2.6267730087235712,\n",
       "  'Andorra': 3.739450459474285,\n",
       "  'Angola': 4.183141154887143,\n",
       "  'Antigua and Barbuda': 2.5579151358317858,\n",
       "  'Argentina': 3.639181259856429,\n",
       "  'Armenia': 2.6770664284732146,\n",
       "  'Australasia': 4.679497340915715,\n",
       "  'Australia': 4.795486530958215,\n",
       "  'Austria': 3.425945658864643,\n",
       "  'Azerbaijan': 2.5554006524310724,\n",
       "  'Bahamas': 2.6311664568257145,\n",
       "  'Bahrain': 4.146957151344643,\n",
       "  'Bangladesh': 4.187622125011428,\n",
       "  'Barbados': 2.7294921233600005,\n",
       "  'Belarus': 4.106998954844286,\n",
       "  'Belgium': 3.8896867460507147,\n",
       "  'Belize': 2.8133475130560717,\n",
       "  'Benin': 3.5966022519775005,\n",
       "  'Bermuda': 2.955701035081072,\n",
       "  'Bhutan': 3.469027774717143,\n",
       "  'Bolivia': 3.170830012479644,\n",
       "  'Bosnia and Herzegovina': 2.500036356500357,\n",
       "  'Botswana': 3.9888502893328583,\n",
       "  'Brazil': 3.692279555772143,\n",
       "  'Brunei': 2.5467134069242854,\n",
       "  'Bulgaria': 2.6608643386103568,\n",
       "  'Burkina Faso': 3.6097721727635723,\n",
       "  'Burundi': 3.970703203544285,\n",
       "  'Cambodia': 3.1593274376889293,\n",
       "  'Cameroon': 3.709406607334643,\n",
       "  'Canada': 4.029442655857857,\n",
       "  'Cape Verde': 4.031270365000357,\n",
       "  'Caribbean': 3.1956183231596436,\n",
       "  'Central African Republic': 4.233829629066071,\n",
       "  'Central Asia': 2.995998576101428,\n",
       "  'Central Europe': 2.514894643315,\n",
       "  'Central Europe, Eastern Europe, and Central Asia': 3.3586706010792855,\n",
       "  'Central Latin America': 2.700148093915,\n",
       "  'Central Sub-Saharan Africa': 4.038512680162857,\n",
       "  'Chad': 3.9296742695721423,\n",
       "  'Chile': 4.208619930373571,\n",
       "  'China': 3.4375192735,\n",
       "  'Colombia': 2.311194037402857,\n",
       "  'Comoros': 3.3302286038757143,\n",
       "  'Congo': 4.168569085751071,\n",
       "  'Costa Rica': 2.837705181149285,\n",
       "  \"Cote d'Ivoire\": 3.2825215827810723,\n",
       "  'Croatia': 2.936773848916429,\n",
       "  'Cuba': 3.664426230595357,\n",
       "  'Cyprus': 3.3154257800767857,\n",
       "  'Czech Republic': 2.8000962838271426,\n",
       "  'Democratic Republic of Congo': 3.9683976615982135,\n",
       "  'Denmark': 3.499774065603213,\n",
       "  'Djibouti': 3.577672029931072,\n",
       "  'Dominica': 2.5998189678707146,\n",
       "  'Dominican Republic': 3.0155583469378575,\n",
       "  'East Asia': 3.424452685636429,\n",
       "  'Eastern Europe': 3.935313363843931,\n",
       "  'Eastern Sub-Saharan Africa': 3.9055431524307136,\n",
       "  'Ecuador': 2.9302966554839287,\n",
       "  'Egypt': 3.177725208522857,\n",
       "  'El Salvador': 3.084600908450714,\n",
       "  'England': 4.169407301861429,\n",
       "  'Equatorial Guinea': 4.193281131509287,\n",
       "  'Eritrea': 3.8981838449710713,\n",
       "  'Estonia': 4.264454771378215,\n",
       "  'Ethiopia': 3.937355805732501,\n",
       "  'Fiji': 3.158189522971785,\n",
       "  'Finland': 5.183080118798215,\n",
       "  'France': 4.3773285891975,\n",
       "  'Gabon': 4.115219673727501,\n",
       "  'Gambia': 4.1800877156750005,\n",
       "  'Georgia': 2.7772175916610715,\n",
       "  'Germany': 3.904906155939643,\n",
       "  'Ghana': 3.372093336832143,\n",
       "  'Greece': 4.207495473004642,\n",
       "  'Greenland': 6.459108779363214,\n",
       "  'Grenada': 2.7799782441310716,\n",
       "  'Guam': 3.4622294812214283,\n",
       "  'Guatemala': 3.360103121129286,\n",
       "  'Guinea': 3.518675453006786,\n",
       "  'Guinea-Bissau': 3.6119941659957138,\n",
       "  'Guyana': 4.059060552981785,\n",
       "  'Haiti': 2.9618903265235716,\n",
       "  'High SDI': 3.8747890089660717,\n",
       "  'High-income': 4.048117887518215,\n",
       "  'High-income Asia Pacific': 3.0454255043960714,\n",
       "  'High-middle SDI': 3.6270108968335713,\n",
       "  'Honduras': 2.686380218831072,\n",
       "  'Hungary': 2.946017695389286,\n",
       "  'Iceland': 3.4622159655671427,\n",
       "  'India': 3.7762856335274995,\n",
       "  'Indonesia': 2.623058187867143,\n",
       "  'Iran': 4.874332581865715,\n",
       "  'Iraq': 3.7535631989035716,\n",
       "  'Ireland': 4.2955890419925,\n",
       "  'Israel': 4.1035960768282145,\n",
       "  'Italy': 3.4890298273375002,\n",
       "  'Jamaica': 2.5600966188882137,\n",
       "  'Japan': 3.1004090313628576,\n",
       "  'Jordan': 3.7007306943732146,\n",
       "  'Kazakhstan': 3.5197924238742857,\n",
       "  'Kenya': 3.6224875691271423,\n",
       "  'Kiribati': 3.2177893083275007,\n",
       "  'Kuwait': 3.556787304110358,\n",
       "  'Kyrgyzstan': 3.1357615445653564,\n",
       "  'Laos': 2.9031244611296434,\n",
       "  'Latin America and Caribbean': 3.126872259495,\n",
       "  'Latvia': 3.7166449912503574,\n",
       "  'Lebanon': 3.677471588261785,\n",
       "  'Lesotho': 5.42381080989857,\n",
       "  'Liberia': 3.652035378127857,\n",
       "  'Libya': 3.763219191094286,\n",
       "  'Lithuania': 4.281545679077857,\n",
       "  'Low SDI': 3.7248733269446435,\n",
       "  'Low-middle SDI': 3.782487039915715,\n",
       "  'Luxembourg': 3.8013412948782133,\n",
       "  'Macedonia': 2.377594811727143,\n",
       "  'Madagascar': 3.7249445128110708,\n",
       "  'Malawi': 3.4291790763575,\n",
       "  'Malaysia': 3.328805346685715,\n",
       "  'Maldives': 3.320688280245,\n",
       "  'Mali': 2.979703177895715,\n",
       "  'Malta': 3.3859701673085714,\n",
       "  'Marshall Islands': 3.1203282267192862,\n",
       "  'Mauritania': 3.071506556331786,\n",
       "  'Mauritius': 3.607825434738214,\n",
       "  'Mexico': 2.747504462198929,\n",
       "  'Micronesia (country)': 3.1553979336307143,\n",
       "  'Middle SDI': 3.2525237757332137,\n",
       "  'Moldova': 3.5464183269389293,\n",
       "  'Mongolia': 3.5103034380785716,\n",
       "  'Montenegro': 2.5766037145385705,\n",
       "  'Morocco': 5.610297671614285,\n",
       "  'Mozambique': 3.8394109971539288,\n",
       "  'Myanmar': 2.252113093181429,\n",
       "  'Namibia': 3.4519690434899997,\n",
       "  'Nepal': 3.641111177764285,\n",
       "  'Netherlands': 4.086445517137142,\n",
       "  'New Zealand': 4.086396943933572,\n",
       "  'Nicaragua': 2.8530964684475006,\n",
       "  'Niger': 3.4325567196182143,\n",
       "  'Nigeria': 4.047074461932143,\n",
       "  'North Africa and Middle East': 3.9633519394257144,\n",
       "  'North America': 4.674824541470714,\n",
       "  'North Korea': 3.170828584784643,\n",
       "  'Northern Ireland': 4.287124094949286,\n",
       "  'Northern Mariana Islands': 3.044708051834643,\n",
       "  'Norway': 3.748898385164643,\n",
       "  'Oceania': 3.1735775929839285,\n",
       "  'Oman': 3.4409142866596434,\n",
       "  'Pakistan': 3.4279229500503563,\n",
       "  'Palestine': 4.818329691336072,\n",
       "  'Panama': 2.66432947773,\n",
       "  'Papua New Guinea': 3.1828362055685715,\n",
       "  'Paraguay': 2.8731045218117863,\n",
       "  'Peru': 2.3175002298064284,\n",
       "  'Philippines': 2.782970210614643,\n",
       "  'Poland': 2.28437501852,\n",
       "  'Portugal': 4.699081419627143,\n",
       "  'Puerto Rico': 2.7702620864875,\n",
       "  'Qatar': 3.6177870090907143,\n",
       "  'Romania': 2.3516792586532147,\n",
       "  'Russia': 3.791145334255358,\n",
       "  'Rwanda': 4.069197928414285,\n",
       "  'Saint Lucia': 2.814604261228214,\n",
       "  'Saint Vincent and the Grenadines': 2.8019698478417863,\n",
       "  'Samoa': 3.101897255374286,\n",
       "  'Sao Tome and Principe': 3.1166737517364287,\n",
       "  'Saudi Arabia': 3.467797159268214,\n",
       "  'Scotland': 4.1809579115535715,\n",
       "  'Senegal': 3.3072046778210717,\n",
       "  'Serbia': 2.6766679461110714,\n",
       "  'Seychelles': 2.9358759724699994,\n",
       "  'Sierra Leone': 3.5348104807446434,\n",
       "  'Singapore': 3.678884211328571,\n",
       "  'Slovakia': 2.480926396174286,\n",
       "  'Slovenia': 3.1760164578235717,\n",
       "  'Solomon Islands': 3.170130724694999,\n",
       "  'Somalia': 3.772928797852501,\n",
       "  'South Africa': 3.7229541606107133,\n",
       "  'South Asia': 3.7816587786442852,\n",
       "  'South Korea': 2.9174535913132145,\n",
       "  'South Sudan': 3.6480725297789283,\n",
       "  'Southeast Asia': 2.796893421841072,\n",
       "  'Southeast Asia, East Asia, and Oceania': 3.266810368384285,\n",
       "  'Southern Latin America': 3.7878360361785712,\n",
       "  'Southern Sub-Saharan Africa': 3.6677214806360716,\n",
       "  'Spain': 3.5165007217167847,\n",
       "  'Sri Lanka': 3.609633908995714,\n",
       "  'Sub-Saharan Africa': 3.8256232138649993,\n",
       "  'Sudan': 3.783116017542857,\n",
       "  'Suriname': 3.8962791208328578,\n",
       "  'Swaziland': 3.924040203056072,\n",
       "  'Sweden': 4.578980033394643,\n",
       "  'Switzerland': 3.9554245427853565,\n",
       "  'Syria': 3.5686295560217864,\n",
       "  'Taiwan': 2.967115673775715,\n",
       "  'Tajikistan': 2.592138096268571,\n",
       "  'Tanzania': 3.7100646693571435,\n",
       "  'Thailand': 3.079806223202857,\n",
       "  'Timor': 3.2284843824153566,\n",
       "  'Togo': 3.6271456198053564,\n",
       "  'Tonga': 2.91761384202,\n",
       "  'Trinidad and Tobago': 3.3785591552907155,\n",
       "  'Tropical Latin America': 3.6713588640299997,\n",
       "  'Tunisia': 3.908149320993214,\n",
       "  'Turkey': 3.8062774049517856,\n",
       "  'Turkmenistan': 2.8725137339646425,\n",
       "  'Uganda': 5.227816602614642,\n",
       "  'Ukraine': 4.325317932572857,\n",
       "  'United Arab Emirates': 2.9660013667346434,\n",
       "  'United Kingdom': 4.172531377907143,\n",
       "  'United States': 4.744654912483214,\n",
       "  'United States Virgin Islands': 2.8792782412207143,\n",
       "  'Uruguay': 3.442514360361429,\n",
       "  'Uzbekistan': 2.9224813795624995,\n",
       "  'Vanuatu': 3.1459035295125006,\n",
       "  'Venezuela': 2.8022170450078576,\n",
       "  'Vietnam': 2.910582110596429,\n",
       "  'Wales': 4.140226844856072,\n",
       "  'Western Europe': 3.9648730720546426,\n",
       "  'Western Sub-Saharan Africa': 3.7453523306474996,\n",
       "  'World': 3.504354990345714,\n",
       "  'Yemen': 4.004946803603929,\n",
       "  'Zambia': 3.5539404841399995,\n",
       "  'Zimbabwe': 3.103040412327857}}"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpc.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Afghanistan', 'Albania', 'Algeria', 'American Samoa',\n",
       "       'Andean Latin America', 'Andorra', 'Angola', 'Antigua and Barbuda',\n",
       "       'Argentina', 'Armenia',\n",
       "       ...\n",
       "       'Vanuatu', 'Venezuela', 'Vietnam', 'Wales', 'Western Europe',\n",
       "       'Western Sub-Saharan Africa', 'World', 'Yemen', 'Zambia', 'Zimbabwe'],\n",
       "      dtype='object', name='Entity', length=231)"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dpc.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [],
   "source": [
    "country = dpc.index\n",
    "data_world = [(k, v) for k, v in dpc.precent.to_dict().items()]  \n",
    "world = (\n",
    "            Map()\n",
    "            .add('', data_world, maptype=\"world\" ) # # 数据, world_china_provinces\n",
    "            .set_global_opts(\n",
    "                title_opts=opts.TitleOpts(title='世界各国人均抑郁症患病率地图'),\n",
    "                visualmap_opts=opts.VisualMapOpts(\n",
    "                    max_=_max_,\n",
    "                    min_=_min_,\n",
    "                    is_piecewise=True)  # 定义图例为分段型，默认为连续的图例\n",
    "            )\n",
    "            .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "            .render(path='xinli2.html')\n",
    ")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Afghanistan', 4.118621707411429),\n",
       " ('Albania', 2.1904422523696434),\n",
       " ('Algeria', 3.657742504147143),\n",
       " ('American Samoa', 2.9408500826910715),\n",
       " ('Andean Latin America', 2.6267730087235712),\n",
       " ('Andorra', 3.739450459474285),\n",
       " ('Angola', 4.183141154887143),\n",
       " ('Antigua and Barbuda', 2.5579151358317858),\n",
       " ('Argentina', 3.639181259856429),\n",
       " ('Armenia', 2.6770664284732146),\n",
       " ('Australasia', 4.679497340915715),\n",
       " ('Australia', 4.795486530958215),\n",
       " ('Austria', 3.425945658864643),\n",
       " ('Azerbaijan', 2.5554006524310724),\n",
       " ('Bahamas', 2.6311664568257145),\n",
       " ('Bahrain', 4.146957151344643),\n",
       " ('Bangladesh', 4.187622125011428),\n",
       " ('Barbados', 2.7294921233600005),\n",
       " ('Belarus', 4.106998954844286),\n",
       " ('Belgium', 3.8896867460507147),\n",
       " ('Belize', 2.8133475130560717),\n",
       " ('Benin', 3.5966022519775005),\n",
       " ('Bermuda', 2.955701035081072),\n",
       " ('Bhutan', 3.469027774717143),\n",
       " ('Bolivia', 3.170830012479644),\n",
       " ('Bosnia and Herzegovina', 2.500036356500357),\n",
       " ('Botswana', 3.9888502893328583),\n",
       " ('Brazil', 3.692279555772143),\n",
       " ('Brunei', 2.5467134069242854),\n",
       " ('Bulgaria', 2.6608643386103568),\n",
       " ('Burkina Faso', 3.6097721727635723),\n",
       " ('Burundi', 3.970703203544285),\n",
       " ('Cambodia', 3.1593274376889293),\n",
       " ('Cameroon', 3.709406607334643),\n",
       " ('Canada', 4.029442655857857),\n",
       " ('Cape Verde', 4.031270365000357),\n",
       " ('Caribbean', 3.1956183231596436),\n",
       " ('Central African Republic', 4.233829629066071),\n",
       " ('Central Asia', 2.995998576101428),\n",
       " ('Central Europe', 2.514894643315),\n",
       " ('Central Europe, Eastern Europe, and Central Asia', 3.3586706010792855),\n",
       " ('Central Latin America', 2.700148093915),\n",
       " ('Central Sub-Saharan Africa', 4.038512680162857),\n",
       " ('Chad', 3.9296742695721423),\n",
       " ('Chile', 4.208619930373571),\n",
       " ('China', 3.4375192735),\n",
       " ('Colombia', 2.311194037402857),\n",
       " ('Comoros', 3.3302286038757143),\n",
       " ('Congo', 4.168569085751071),\n",
       " ('Costa Rica', 2.837705181149285),\n",
       " (\"Cote d'Ivoire\", 3.2825215827810723),\n",
       " ('Croatia', 2.936773848916429),\n",
       " ('Cuba', 3.664426230595357),\n",
       " ('Cyprus', 3.3154257800767857),\n",
       " ('Czech Republic', 2.8000962838271426),\n",
       " ('Democratic Republic of Congo', 3.9683976615982135),\n",
       " ('Denmark', 3.499774065603213),\n",
       " ('Djibouti', 3.577672029931072),\n",
       " ('Dominica', 2.5998189678707146),\n",
       " ('Dominican Republic', 3.0155583469378575),\n",
       " ('East Asia', 3.424452685636429),\n",
       " ('Eastern Europe', 3.935313363843931),\n",
       " ('Eastern Sub-Saharan Africa', 3.9055431524307136),\n",
       " ('Ecuador', 2.9302966554839287),\n",
       " ('Egypt', 3.177725208522857),\n",
       " ('El Salvador', 3.084600908450714),\n",
       " ('England', 4.169407301861429),\n",
       " ('Equatorial Guinea', 4.193281131509287),\n",
       " ('Eritrea', 3.8981838449710713),\n",
       " ('Estonia', 4.264454771378215),\n",
       " ('Ethiopia', 3.937355805732501),\n",
       " ('Fiji', 3.158189522971785),\n",
       " ('Finland', 5.183080118798215),\n",
       " ('France', 4.3773285891975),\n",
       " ('Gabon', 4.115219673727501),\n",
       " ('Gambia', 4.1800877156750005),\n",
       " ('Georgia', 2.7772175916610715),\n",
       " ('Germany', 3.904906155939643),\n",
       " ('Ghana', 3.372093336832143),\n",
       " ('Greece', 4.207495473004642),\n",
       " ('Greenland', 6.459108779363214),\n",
       " ('Grenada', 2.7799782441310716),\n",
       " ('Guam', 3.4622294812214283),\n",
       " ('Guatemala', 3.360103121129286),\n",
       " ('Guinea', 3.518675453006786),\n",
       " ('Guinea-Bissau', 3.6119941659957138),\n",
       " ('Guyana', 4.059060552981785),\n",
       " ('Haiti', 2.9618903265235716),\n",
       " ('High SDI', 3.8747890089660717),\n",
       " ('High-income', 4.048117887518215),\n",
       " ('High-income Asia Pacific', 3.0454255043960714),\n",
       " ('High-middle SDI', 3.6270108968335713),\n",
       " ('Honduras', 2.686380218831072),\n",
       " ('Hungary', 2.946017695389286),\n",
       " ('Iceland', 3.4622159655671427),\n",
       " ('India', 3.7762856335274995),\n",
       " ('Indonesia', 2.623058187867143),\n",
       " ('Iran', 4.874332581865715),\n",
       " ('Iraq', 3.7535631989035716),\n",
       " ('Ireland', 4.2955890419925),\n",
       " ('Israel', 4.1035960768282145),\n",
       " ('Italy', 3.4890298273375002),\n",
       " ('Jamaica', 2.5600966188882137),\n",
       " ('Japan', 3.1004090313628576),\n",
       " ('Jordan', 3.7007306943732146),\n",
       " ('Kazakhstan', 3.5197924238742857),\n",
       " ('Kenya', 3.6224875691271423),\n",
       " ('Kiribati', 3.2177893083275007),\n",
       " ('Kuwait', 3.556787304110358),\n",
       " ('Kyrgyzstan', 3.1357615445653564),\n",
       " ('Laos', 2.9031244611296434),\n",
       " ('Latin America and Caribbean', 3.126872259495),\n",
       " ('Latvia', 3.7166449912503574),\n",
       " ('Lebanon', 3.677471588261785),\n",
       " ('Lesotho', 5.42381080989857),\n",
       " ('Liberia', 3.652035378127857),\n",
       " ('Libya', 3.763219191094286),\n",
       " ('Lithuania', 4.281545679077857),\n",
       " ('Low SDI', 3.7248733269446435),\n",
       " ('Low-middle SDI', 3.782487039915715),\n",
       " ('Luxembourg', 3.8013412948782133),\n",
       " ('Macedonia', 2.377594811727143),\n",
       " ('Madagascar', 3.7249445128110708),\n",
       " ('Malawi', 3.4291790763575),\n",
       " ('Malaysia', 3.328805346685715),\n",
       " ('Maldives', 3.320688280245),\n",
       " ('Mali', 2.979703177895715),\n",
       " ('Malta', 3.3859701673085714),\n",
       " ('Marshall Islands', 3.1203282267192862),\n",
       " ('Mauritania', 3.071506556331786),\n",
       " ('Mauritius', 3.607825434738214),\n",
       " ('Mexico', 2.747504462198929),\n",
       " ('Micronesia (country)', 3.1553979336307143),\n",
       " ('Middle SDI', 3.2525237757332137),\n",
       " ('Moldova', 3.5464183269389293),\n",
       " ('Mongolia', 3.5103034380785716),\n",
       " ('Montenegro', 2.5766037145385705),\n",
       " ('Morocco', 5.610297671614285),\n",
       " ('Mozambique', 3.8394109971539288),\n",
       " ('Myanmar', 2.252113093181429),\n",
       " ('Namibia', 3.4519690434899997),\n",
       " ('Nepal', 3.641111177764285),\n",
       " ('Netherlands', 4.086445517137142),\n",
       " ('New Zealand', 4.086396943933572),\n",
       " ('Nicaragua', 2.8530964684475006),\n",
       " ('Niger', 3.4325567196182143),\n",
       " ('Nigeria', 4.047074461932143),\n",
       " ('North Africa and Middle East', 3.9633519394257144),\n",
       " ('North America', 4.674824541470714),\n",
       " ('North Korea', 3.170828584784643),\n",
       " ('Northern Ireland', 4.287124094949286),\n",
       " ('Northern Mariana Islands', 3.044708051834643),\n",
       " ('Norway', 3.748898385164643),\n",
       " ('Oceania', 3.1735775929839285),\n",
       " ('Oman', 3.4409142866596434),\n",
       " ('Pakistan', 3.4279229500503563),\n",
       " ('Palestine', 4.818329691336072),\n",
       " ('Panama', 2.66432947773),\n",
       " ('Papua New Guinea', 3.1828362055685715),\n",
       " ('Paraguay', 2.8731045218117863),\n",
       " ('Peru', 2.3175002298064284),\n",
       " ('Philippines', 2.782970210614643),\n",
       " ('Poland', 2.28437501852),\n",
       " ('Portugal', 4.699081419627143),\n",
       " ('Puerto Rico', 2.7702620864875),\n",
       " ('Qatar', 3.6177870090907143),\n",
       " ('Romania', 2.3516792586532147),\n",
       " ('Russia', 3.791145334255358),\n",
       " ('Rwanda', 4.069197928414285),\n",
       " ('Saint Lucia', 2.814604261228214),\n",
       " ('Saint Vincent and the Grenadines', 2.8019698478417863),\n",
       " ('Samoa', 3.101897255374286),\n",
       " ('Sao Tome and Principe', 3.1166737517364287),\n",
       " ('Saudi Arabia', 3.467797159268214),\n",
       " ('Scotland', 4.1809579115535715),\n",
       " ('Senegal', 3.3072046778210717),\n",
       " ('Serbia', 2.6766679461110714),\n",
       " ('Seychelles', 2.9358759724699994),\n",
       " ('Sierra Leone', 3.5348104807446434),\n",
       " ('Singapore', 3.678884211328571),\n",
       " ('Slovakia', 2.480926396174286),\n",
       " ('Slovenia', 3.1760164578235717),\n",
       " ('Solomon Islands', 3.170130724694999),\n",
       " ('Somalia', 3.772928797852501),\n",
       " ('South Africa', 3.7229541606107133),\n",
       " ('South Asia', 3.7816587786442852),\n",
       " ('South Korea', 2.9174535913132145),\n",
       " ('South Sudan', 3.6480725297789283),\n",
       " ('Southeast Asia', 2.796893421841072),\n",
       " ('Southeast Asia, East Asia, and Oceania', 3.266810368384285),\n",
       " ('Southern Latin America', 3.7878360361785712),\n",
       " ('Southern Sub-Saharan Africa', 3.6677214806360716),\n",
       " ('Spain', 3.5165007217167847),\n",
       " ('Sri Lanka', 3.609633908995714),\n",
       " ('Sub-Saharan Africa', 3.8256232138649993),\n",
       " ('Sudan', 3.783116017542857),\n",
       " ('Suriname', 3.8962791208328578),\n",
       " ('Swaziland', 3.924040203056072),\n",
       " ('Sweden', 4.578980033394643),\n",
       " ('Switzerland', 3.9554245427853565),\n",
       " ('Syria', 3.5686295560217864),\n",
       " ('Taiwan', 2.967115673775715),\n",
       " ('Tajikistan', 2.592138096268571),\n",
       " ('Tanzania', 3.7100646693571435),\n",
       " ('Thailand', 3.079806223202857),\n",
       " ('Timor', 3.2284843824153566),\n",
       " ('Togo', 3.6271456198053564),\n",
       " ('Tonga', 2.91761384202),\n",
       " ('Trinidad and Tobago', 3.3785591552907155),\n",
       " ('Tropical Latin America', 3.6713588640299997),\n",
       " ('Tunisia', 3.908149320993214),\n",
       " ('Turkey', 3.8062774049517856),\n",
       " ('Turkmenistan', 2.8725137339646425),\n",
       " ('Uganda', 5.227816602614642),\n",
       " ('Ukraine', 4.325317932572857),\n",
       " ('United Arab Emirates', 2.9660013667346434),\n",
       " ('United Kingdom', 4.172531377907143),\n",
       " ('United States', 4.744654912483214),\n",
       " ('United States Virgin Islands', 2.8792782412207143),\n",
       " ('Uruguay', 3.442514360361429),\n",
       " ('Uzbekistan', 2.9224813795624995),\n",
       " ('Vanuatu', 3.1459035295125006),\n",
       " ('Venezuela', 2.8022170450078576),\n",
       " ('Vietnam', 2.910582110596429),\n",
       " ('Wales', 4.140226844856072),\n",
       " ('Western Europe', 3.9648730720546426),\n",
       " ('Western Sub-Saharan Africa', 3.7453523306474996),\n",
       " ('World', 3.504354990345714),\n",
       " ('Yemen', 4.004946803603929),\n",
       " ('Zambia', 3.5539404841399995),\n",
       " ('Zimbabwe', 3.103040412327857)]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_world"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Afghanistan', 'Albania', 'Algeria', 'American Samoa',\n",
       "       'Andean Latin America', 'Andorra', 'Angola', 'Antigua and Barbuda',\n",
       "       'Argentina', 'Armenia',\n",
       "       ...\n",
       "       'Vanuatu', 'Venezuela', 'Vietnam', 'Wales', 'Western Europe',\n",
       "       'Western Sub-Saharan Africa', 'World', 'Yemen', 'Zambia', 'Zimbabwe'],\n",
       "      dtype='object', name='Entity', length=231)"
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "dpc.to_excel('D:/ + 2data.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 世界各国15岁以上受过高等教育的人口百分比地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "ed = pd.read_csv('share-of-the-population-with-completed-tertiary-education.csv',encoding = 'utf8')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Entity</th>\n",
       "      <th>jy</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>1.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>2.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1291</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1292</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1293</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1294</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>0.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1295</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>0.38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1296 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Entity    jy\n",
       "0     Afghanistan  1.08\n",
       "1     Afghanistan  1.48\n",
       "2     Afghanistan  1.96\n",
       "3     Afghanistan  2.49\n",
       "4     Afghanistan  2.91\n",
       "...           ...   ...\n",
       "1291     Zimbabwe  1.83\n",
       "1292     Zimbabwe  1.32\n",
       "1293     Zimbabwe  0.53\n",
       "1294     Zimbabwe  0.44\n",
       "1295     Zimbabwe  0.38\n",
       "\n",
       "[1296 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ed1=ed.drop(columns=[\"Code\"])\n",
    "ed2=ed1.drop(columns=[\"Year\"])\n",
    "ed2\n",
    "ed3=ed2.rename(columns={'Barro-Lee: Percentage of population age 15+ with tertiary schooling. Completed Tertiary (%)':'jy'})\n",
    "#Barro Lee：15岁以上受过高等教育的人口百分比。完成高等教育（%）\n",
    "ed3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jy</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Entity</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>2.662222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>2.371111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>2.334444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Argentina</th>\n",
       "      <td>3.747778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Armenia</th>\n",
       "      <td>9.795556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Venezuela</th>\n",
       "      <td>2.366667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vietnam</th>\n",
       "      <td>1.481111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>0.568889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>1.165556</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>144 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   jy\n",
       "Entity               \n",
       "Afghanistan  2.662222\n",
       "Albania      2.371111\n",
       "Algeria      2.334444\n",
       "Argentina    3.747778\n",
       "Armenia      9.795556\n",
       "...               ...\n",
       "Venezuela    2.366667\n",
       "Vietnam      1.481111\n",
       "Yemen        0.568889\n",
       "Zambia       0.388889\n",
       "Zimbabwe     1.165556\n",
       "\n",
       "[144 rows x 1 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ed4 =  ed3.groupby(\"Entity\").mean()\n",
    "ed4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'jy': {'Afghanistan': 2.662222222222222,\n",
       "  'Albania': 2.371111111111111,\n",
       "  'Algeria': 2.3344444444444443,\n",
       "  'Argentina': 3.7477777777777783,\n",
       "  'Armenia': 9.795555555555556,\n",
       "  'Australia': 13.965555555555556,\n",
       "  'Austria': 4.441111111111111,\n",
       "  'Bahrain': 6.391111111111112,\n",
       "  'Bangladesh': 1.3566666666666665,\n",
       "  'Barbados': 1.6055555555555554,\n",
       "  'Belgium': 12.078888888888887,\n",
       "  'Belize': 2.3033333333333332,\n",
       "  'Benin': 0.7244444444444444,\n",
       "  'Bolivia': 4.412222222222222,\n",
       "  'Botswana': 1.1966666666666665,\n",
       "  'Brazil': 3.2066666666666666,\n",
       "  'Brunei': 4.003333333333333,\n",
       "  'Bulgaria': 8.761111111111111,\n",
       "  'Burundi': 0.2544444444444445,\n",
       "  'Cambodia': 0.35888888888888887,\n",
       "  'Cameroon': 0.6022222222222222,\n",
       "  'Canada': 13.773333333333333,\n",
       "  'Central African Republic': 0.5977777777777779,\n",
       "  'Chile': 5.327777777777778,\n",
       "  'China': 1.4944444444444445,\n",
       "  'Colombia': 7.065555555555556,\n",
       "  'Congo': 0.8855555555555554,\n",
       "  'Costa Rica': 8.838888888888889,\n",
       "  \"Cote d'Ivoire\": 1.318888888888889,\n",
       "  'Croatia': 4.998888888888889,\n",
       "  'Cuba': 5.370000000000001,\n",
       "  'Cyprus': 10.797777777777778,\n",
       "  'Czech Republic': 4.583333333333333,\n",
       "  'Democratic Republic of Congo': 0.4044444444444444,\n",
       "  'Denmark': 10.005555555555555,\n",
       "  'Dominican Republic': 1.731111111111111,\n",
       "  'Ecuador': 4.546666666666667,\n",
       "  'Egypt': 2.9655555555555555,\n",
       "  'El Salvador': 4.231111111111111,\n",
       "  'Estonia': 10.262222222222222,\n",
       "  'Fiji': 3.8133333333333335,\n",
       "  'Finland': 7.736666666666666,\n",
       "  'France': 6.078888888888889,\n",
       "  'Gabon': 3.908888888888889,\n",
       "  'Gambia': 0.6233333333333334,\n",
       "  'Germany': 6.963333333333334,\n",
       "  'Ghana': 1.0522222222222222,\n",
       "  'Greece': 11.30111111111111,\n",
       "  'Guatemala': 1.1755555555555557,\n",
       "  'Guyana': 0.4588888888888889,\n",
       "  'Haiti': 0.46111111111111114,\n",
       "  'Honduras': 1.5522222222222222,\n",
       "  'Hong Kong': 7.987777777777778,\n",
       "  'Hungary': 8.47,\n",
       "  'Iceland': 8.303333333333333,\n",
       "  'India': 2.5955555555555554,\n",
       "  'Indonesia': 1.2455555555555557,\n",
       "  'Iran': 5.5344444444444445,\n",
       "  'Iraq': 4.082222222222222,\n",
       "  'Ireland': 12.257777777777777,\n",
       "  'Israel': 14.217777777777776,\n",
       "  'Italy': 3.6755555555555555,\n",
       "  'Jamaica': 3.6133333333333337,\n",
       "  'Japan': 11.634444444444442,\n",
       "  'Jordan': 3.314444444444445,\n",
       "  'Kazakhstan': 7.598888888888889,\n",
       "  'Kenya': 1.528888888888889,\n",
       "  'Kuwait': 4.518888888888889,\n",
       "  'Kyrgyzstan': 6.441111111111112,\n",
       "  'Laos': 1.7311111111111108,\n",
       "  'Latvia': 7.637777777777777,\n",
       "  'Lesotho': 0.39222222222222225,\n",
       "  'Liberia': 1.4877777777777776,\n",
       "  'Libya': 3.7255555555555557,\n",
       "  'Lithuania': 8.038888888888888,\n",
       "  'Luxembourg': 8.423333333333334,\n",
       "  'Macao': 4.21,\n",
       "  'Malawi': 0.18666666666666665,\n",
       "  'Malaysia': 2.53,\n",
       "  'Maldives': 0.20111111111111113,\n",
       "  'Mali': 0.3544444444444445,\n",
       "  'Malta': 5.725555555555555,\n",
       "  'Mauritania': 0.7055555555555555,\n",
       "  'Mauritius': 0.9533333333333331,\n",
       "  'Mexico': 4.9944444444444445,\n",
       "  'Moldova': 5.814444444444444,\n",
       "  'Mongolia': 10.128888888888888,\n",
       "  'Morocco': 2.714444444444444,\n",
       "  'Mozambique': 0.12555555555555556,\n",
       "  'Myanmar': 2.06,\n",
       "  'Namibia': 1.0622222222222222,\n",
       "  'Nepal': 1.3444444444444443,\n",
       "  'Netherlands': 9.363333333333333,\n",
       "  'New Zealand': 14.352222222222224,\n",
       "  'Nicaragua': 8.05888888888889,\n",
       "  'Niger': 0.29666666666666663,\n",
       "  'Norway': 7.345555555555555,\n",
       "  'Pakistan': 2.8966666666666665,\n",
       "  'Panama': 7.611111111111111,\n",
       "  'Papua New Guinea': 0.3933333333333333,\n",
       "  'Paraguay': 2.553333333333333,\n",
       "  'Peru': 12.362222222222222,\n",
       "  'Philippines': 6.7411111111111115,\n",
       "  'Poland': 5.324444444444444,\n",
       "  'Portugal': 2.498888888888889,\n",
       "  'Qatar': 7.973333333333333,\n",
       "  'Romania': 3.914444444444445,\n",
       "  'Russia': 12.719999999999999,\n",
       "  'Rwanda': 0.19,\n",
       "  'Saudi Arabia': 5.088888888888889,\n",
       "  'Senegal': 0.6133333333333334,\n",
       "  'Serbia': 5.167777777777777,\n",
       "  'Sierra Leone': 0.4588888888888889,\n",
       "  'Singapore': 8.575555555555557,\n",
       "  'Slovakia': 4.451111111111111,\n",
       "  'Slovenia': 6.378888888888889,\n",
       "  'South Africa': 0.3355555555555555,\n",
       "  'South Korea': 12.453333333333331,\n",
       "  'Spain': 7.351111111111111,\n",
       "  'Sri Lanka': 4.035555555555556,\n",
       "  'Sudan': 0.7077777777777778,\n",
       "  'Swaziland': 1.2277777777777779,\n",
       "  'Sweden': 10.235555555555557,\n",
       "  'Switzerland': 9.32111111111111,\n",
       "  'Syria': 1.828888888888889,\n",
       "  'Tajikistan': 4.287777777777778,\n",
       "  'Tanzania': 0.29666666666666663,\n",
       "  'Thailand': 4.598888888888889,\n",
       "  'Togo': 0.8288888888888889,\n",
       "  'Tonga': 2.5833333333333335,\n",
       "  'Trinidad and Tobago': 2.661111111111111,\n",
       "  'Tunisia': 2.752222222222222,\n",
       "  'Turkey': 3.8644444444444446,\n",
       "  'Uganda': 0.7233333333333333,\n",
       "  'Ukraine': 13.254444444444443,\n",
       "  'United Arab Emirates': 6.148888888888888,\n",
       "  'United Kingdom': 9.297777777777776,\n",
       "  'United States': 19.241111111111113,\n",
       "  'Uruguay': 3.4499999999999997,\n",
       "  'Venezuela': 2.3666666666666667,\n",
       "  'Vietnam': 1.4811111111111108,\n",
       "  'Yemen': 0.5688888888888889,\n",
       "  'Zambia': 0.3888888888888889,\n",
       "  'Zimbabwe': 1.1655555555555557}}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ed4.to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Afghanistan', 'Albania', 'Algeria', 'Argentina', 'Armenia',\n",
       "       'Australia', 'Austria', 'Bahrain', 'Bangladesh', 'Barbados',\n",
       "       ...\n",
       "       'Ukraine', 'United Arab Emirates', 'United Kingdom', 'United States',\n",
       "       'Uruguay', 'Venezuela', 'Vietnam', 'Yemen', 'Zambia', 'Zimbabwe'],\n",
       "      dtype='object', name='Entity', length=144)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ed4.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "_max1_=ed4.jy.max()\n",
    "_min1_=ed4.jy.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "country = ed4.index\n",
    "data_world1 = [(k, v) for k, v in ed4.jy.to_dict().items()]  \n",
    "world = (\n",
    "            Map()\n",
    "            .add('', data_world1, maptype=\"world\" ) # # 数据, world_china_provinces\n",
    "            .set_global_opts(\n",
    "                title_opts=opts.TitleOpts(title='世界各国15岁以上受过高等教育的人口百分比'),\n",
    "                visualmap_opts=opts.VisualMapOpts(\n",
    "                    max_=_max1_,\n",
    "                    min_=_min1_,\n",
    "                    is_piecewise=True)  # 定义图例为分段型，默认为连续的图例\n",
    "            )\n",
    "            .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "            .render(path='jiaoyu.html')\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 世界人均国内生产总值地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "gdp1 = pd.read_csv('gdp-per-capita-growth.csv',encoding = 'utf8')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Entity</th>\n",
       "      <th>GDP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>3.343150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>-3.361111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>6.954474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>2.200613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>10.649184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11309</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>3.120643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11310</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>-0.239734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11311</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>-0.667923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11312</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>-1.707498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11313</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>1.071853</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11314 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Entity        GDP\n",
       "0      Afghanistan   3.343150\n",
       "1      Afghanistan  -3.361111\n",
       "2      Afghanistan   6.954474\n",
       "3      Afghanistan   2.200613\n",
       "4      Afghanistan  10.649184\n",
       "...            ...        ...\n",
       "11309     Zimbabwe   3.120643\n",
       "11310     Zimbabwe  -0.239734\n",
       "11311     Zimbabwe  -0.667923\n",
       "11312     Zimbabwe  -1.707498\n",
       "11313     Zimbabwe   1.071853\n",
       "\n",
       "[11314 rows x 2 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdp2=gdp1.drop(columns=[\"Code\"])\n",
    "gdp3=gdp2.drop(columns=[\"Year\"])\n",
    "gdp4=gdp3.rename(columns={'GDP per capita growth (annual %) (%)':'GDP'})\n",
    "#Barro Lee：15岁以上受过高等教育的人口百分比。完成高等教育（%）\n",
    "gdp4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GDP</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Entity</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Afghanistan</th>\n",
       "      <td>3.727558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Albania</th>\n",
       "      <td>2.612502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Algeria</th>\n",
       "      <td>1.433050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Samoa</th>\n",
       "      <td>-0.680911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Andorra</th>\n",
       "      <td>0.147182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vietnam</th>\n",
       "      <td>4.928884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>World</th>\n",
       "      <td>1.881441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yemen</th>\n",
       "      <td>-2.328233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zambia</th>\n",
       "      <td>0.256759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Zimbabwe</th>\n",
       "      <td>0.300346</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>255 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     GDP\n",
       "Entity                  \n",
       "Afghanistan     3.727558\n",
       "Albania         2.612502\n",
       "Algeria         1.433050\n",
       "American Samoa -0.680911\n",
       "Andorra         0.147182\n",
       "...                  ...\n",
       "Vietnam         4.928884\n",
       "World           1.881441\n",
       "Yemen          -2.328233\n",
       "Zambia          0.256759\n",
       "Zimbabwe        0.300346\n",
       "\n",
       "[255 rows x 1 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdp=  gdp4.groupby(\"Entity\").mean()\n",
    "gdp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "_max2_=gdp.GDP.max()\n",
    "_min2_=gdp.GDP.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Afghanistan', 'Albania', 'Algeria', 'American Samoa', 'Andorra',\n",
       "       'Angola', 'Antigua and Barbuda', 'Arab World', 'Argentina', 'Armenia',\n",
       "       ...\n",
       "       'Upper middle income', 'Uruguay', 'Uzbekistan', 'Vanuatu', 'Venezuela',\n",
       "       'Vietnam', 'World', 'Yemen', 'Zambia', 'Zimbabwe'],\n",
       "      dtype='object', name='Entity', length=255)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdp.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "country = gdp.index\n",
    "data_world2 = [(k, v) for k, v in gdp.GDP.to_dict().items()]  \n",
    "world = (\n",
    "            Map()\n",
    "            .add('', data_world2, maptype=\"world\" ) # # 数据, world_china_provinces\n",
    "            .set_global_opts(\n",
    "                title_opts=opts.TitleOpts(title='世界各国人均国内生产总值-增长'),\n",
    "                visualmap_opts=opts.VisualMapOpts(\n",
    "                    max_=_max2_,\n",
    "                    min_=_min2_,\n",
    "                    is_piecewise=True)  # 定义图例为分段型，默认为连续的图例\n",
    "            )\n",
    "            .set_series_opts(label_opts=opts.LabelOpts(is_show=False))\n",
    "            .render(path='GDP.html')\n",
    ")\n"
   ]
  }
 ],
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